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A two-stage partial fixing approach for solving the residency block scheduling problem.

Junhong Guo1,2, William Pozehl2, Amy Cohn3,4

  • 1Industrial and Operations Engineering, University of Michigan, Ann Arbor, MI, USA.

Health Care Management Science
|March 28, 2023
PubMed
Summary
This summary is machine-generated.

This study introduces a novel two-stage approach to optimize medical resident block scheduling, significantly improving efficiency. The new method accelerates schedule construction, ensuring both hospital coverage and resident education requirements are met.

Keywords:
Block schedule constructionCut generationMedical resident schedulingOperations managementOperations researchReal-world inputsTwo-stage decision-making

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Area of Science:

  • Operations Research
  • Medical Education
  • Healthcare Management

Background:

  • Medical residency programs face complex scheduling challenges.
  • Balancing hospital coverage and resident training is crucial.
  • Traditional scheduling methods are often computationally intensive.

Purpose of the Study:

  • To develop an efficient algorithm for constructing feasible annual block schedules for medical residents.
  • To address the combinatorial optimization problem of resident scheduling.
  • To improve upon the performance of traditional scheduling techniques.

Main Methods:

  • A two-stage partial fixing approach for schedule construction.
  • Utilizing problem relaxation in the first stage for resident assignments.
  • Employing cut generation mechanisms and a network-based model for optimization.
  • Iterative completion of the schedule based on fixed assignments.

Main Results:

  • The proposed approach significantly speeds up schedule construction (at least 5x, over 100x for large instances).
  • Achieved faster and more robust performance compared to direct application of traditional methods.
  • Successfully generated feasible annual block schedules meeting all requirements.

Conclusions:

  • The novel two-stage iterative approach offers a substantial performance improvement for resident block scheduling.
  • This method effectively balances complex coverage and education requirements.
  • The findings have practical implications for optimizing medical training program logistics.